One-exact approximate Pareto sets
- Papadimitriou and Yannakakis (Proceedings of the 41st annual IEEE symposium on the Foundations of Computer Science (FOCS), pp 86–92, 2000) show that the polynomial-time solvability of a certain auxiliary problem determines the class of multiobjective optimization problems that admit a polynomial-time computable (1+ε, . . . , 1+ε)-approximate Pareto set (also called an ε-Pareto set). Similarly, in this article, we characterize the class ofmultiobjective optimization problems having a polynomial-time computable approximate ε-Pareto set that is exact in one objective by the efficient solvability of an appropriate auxiliary problem. This class includes important problems such as multiobjective shortest path and spanning tree, and the approximation guarantee we provide is, in general, best possible. Furthermore, for biobjective optimization problems from this class, we provide an algorithm that computes a one-exact ε-Pareto set of cardinality at most twice the cardinality of a smallest such set and show that this factor of 2 is best possible. For three or more objective functions, however, we prove that no constant-factor approximation on the cardinality of the set can be obtained efficiently.
Author: | Arne HerzelORCiD, Cristina Bazgan, Stefan Ruzika, Clemens Thielen, Daniel Vanderpooten |
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URN: | urn:nbn:de:hbz:386-kluedo-77895 |
DOI: | https://doi.org/10.1007/s10898-020-00951-7 |
ISSN: | 1573-2916 |
Parent Title (English): | Journal of Global Optimization |
Publisher: | Springer Nature - Springer |
Document Type: | Article |
Language of publication: | English |
Date of Publication (online): | 2024/03/08 |
Year of first Publication: | 2020 |
Publishing Institution: | Rheinland-Pfälzische Technische Universität Kaiserslautern-Landau |
Date of the Publication (Server): | 2024/03/08 |
Issue: | 80 |
Page Number: | 29 |
First Page: | 87 |
Last Page: | 115 |
Source: | https://link.springer.com/article/10.1007/s10898-020-00951-7 |
Faculties / Organisational entities: | Kaiserslautern - Fachbereich Mathematik |
DDC-Cassification: | 5 Naturwissenschaften und Mathematik / 510 Mathematik |
Collections: | Open-Access-Publikationsfonds |
Licence (German): | Zweitveröffentlichung |